Intent Classification Software

Intent classification software for AI prompt research

Every buyer question expands to four intent-anchored prompts. Informational, Navigational, Commercial, Transactional. Each variant is tracked independently across all 8 AI engines so you can see exactly which intent type your brand wins.

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Trusted by teams winning AI search

GoTeachingJobsFhreshSurge45GraftPalKleepa
4
Intent-anchored buyer prompts per question
Informational · Navigational · Commercial · Transactional
4
Intent variants per keyword
Frontier AI, routed for reliability
8
Engines each variant runs
Runs across all 8 engines
The challenge

Why one-prompt-per-topic loses coverage

The gap that hides which intent variant you actually win.

Briefs collapse intent into one bucket

What's informational? What's commercial? Most briefs ship without intent-anchored prompt coverage, so they lose on the variant that actually matters.

Manual intent classification is slow

Working out which intent type to write for, then drafting four versions of a prompt, eats brief-prep time.

Untracked intent variants leak visibility

If you only track one prompt per topic, you miss whichever of the four intents your buyers actually use.

The solution

How intent variants close the gap

Auto-generate four, track each independently.

Auto-generate 4 intent prompts per question

Seed question in. WriteWorks AI returns four intent-anchored buyer prompts: Informational, Navigational, Commercial, Transactional.

Track each variant independently

Promote any of the four prompts (or all of them) to tracked status with one click. Each variant runs across the 8 engines on its own run.

Demand-grounded prompt generation

The seed question is first validated against historical search data for volume and difficulty, then expanded into prompts. Real demand drives the variant set.

Customer story

How teams are winning AI search

From invisibility to category dominance across every major answer engine.

Share of voice, proven

We retired three legacy tools and rebuilt our motion around WriteWorks. We can finally see our share of voice on the engines our buyers ask, and prove the lift on every run.

JK
Jordan Kessler Head of Growth, GoTeachingJobs
Capabilities

Intent variant capabilities

Demand-grounded, fast, one-click trackable.

Demand check first

Historical search data volume, KD, AIO presence before prompt expansion.

4 intent-anchored prompts

Informational, Navigational, Commercial, Transactional.

One-click to track

Promote any variant to a tracked prompt run across the 8 engines.

Powered by WriteWorks AI (fast path)

Lower-latency tier, built on frontier AI routed for reliability.

Time savings

What changes with four variants

Coverage of every intent type per question.

TaskBeforeWith WriteWorksTime saved
Generate four intent-anchored promptsBrainstorm, hoursDemand check + 4 prompts in secondsHours
Track all four variantsPick one and hopeOne-click promotion, each run independentCoverage gap closed
Included

What's included

Every capability of intent variant generation.

4 intent-anchored buyer prompts per question
Demand check first via historical search data
Powered by WriteWorks AI
One-click promote variant to tracked prompt
Independent run per variant across 8 engines
Built for

Built for closed-loop research

Strategists, specialists, growth marketers.

Content strategists

Cover all four intents on every topic that matters.

SEO / AEO specialists

Track which intent type each engine surfaces your brand on.

Growth marketers

Find the intent variant you're losing and ship the response.

Featured story

We closed the share-of-voice gap across every major engine. Our content team now ships citation-ready by default, and we have the proof to show it.

Read the full story
8 engines
One closed loop
Citation gap
Diagnosed and closed
Precision
Not just presence
FAQ

Frequently asked questions

Everything teams typically ask before getting started.

How are the four prompts generated?+
WriteWorks validates the seed question against historical search data for real-world volume and difficulty, then WriteWorks AI generates four intent-anchored buyer prompts: Informational, Navigational, Commercial, Transactional.
Can I track all four?+
Yes. One-click promote any variant (or all of them) to a tracked prompt. Each variant runs independently across the 8 AI engines.
Why intent variants matter+
AI engines often return different citations for different intent framings of the same topic. Tracking all four variants tells you exactly which intent your brand wins and which competitors own.
Explore more

Keep exploring

Related solutions, adjacent use cases, and platform features.

Get started

Intent classification software for AI prompt coverage

Four intent-anchored buyer prompts per question, one-click track, independent runs across all 8 AI engines.

Intent Classification Software: 4 Buyer Prompts per Question | WriteWorks